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Author

Md Shafiq Ullah

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Open access Jul 2026

A hierarchical prototype-graph with optimal-transport matching for few-shot rice disease recognition.

A domain-specific prototype-based few-shot framework that avoids pretrained visual backbones and treats rice disease recognition as structured matching over a pathogen-aware class graph is formulated, making it well-suited for real-world agricultural deployment under limited supervision.

M. D. Tanzimul Islam, Jobayar Alom, Masuduzzaman Niloy et al. · 0 citations
Open access 2026

Hierarchical Graph Federated Learning for Cross-Domain Intelligent Transportation Networks

Experiments demonstrate that HG-FL achieves superior performance compared to centralized, flat federated, and graph-only baselines, and highlight the framework’s scalability, robustness, and effectiveness in achieving cross-domain generalization and service-level assurance within privacy-preserving ITS environments.

Mohammed Saad Javeed, Jannatul Maua, Md Shafiq Ullah et al. · 0 citations

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